I was walking the dog today and heard coming up behind me a distinctive whine. I said to the dog: “that’s a Ford power steering pump”, and of course I was right. It was at 12 year old Ford Escape. Possibly I just know that noise because my mother drove one of these during my formative years:

What other distinctive non-exhaust note noise could you identify makes or models by?